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Tools and Data for Decision Making: Hospitality Metrics & KPIs

By Robert O'Halloran Professor & Director, Hospitality Management, East Carolina University | March 2025

I have been teaching with metrics for a long time. Before teaching, I worked for a consulting firm and was immersed in the world of hospitality metrics. Prior to that, as a restaurant manager on both coasts, I focused, for managers and owners, on food and labor costs. In the old days, restaurants were very food-cost oriented. I can calculate food cost percentage, but it reminds me that unless you lock the front doors of your restaurant and serve no one, the restaurant will incur food costs as a function of the food they sell.

The questions for metrics are, what do cost percentages mean? Similarly, on the lodging side, what do occupancy percentage, REVPAR, and ADR mean? and how does it help a manager, leader, or owner, make decisions? The premise here is that there are standards set on costs and revenues that enable the creation of metrics. Therefore, the use of metrics requires planning and standard setting to enable managers to be aware of the success of their efforts.

I thinking that lowering food costs for any restaurant is achievable, but will the action plan to accomplish this be the right way to do it? For example, if a standard was set for a 35 percent menu food cost percentage, then how can food cost be lowered? Start by thinking about purchasing and portion sizes. Smaller portion sizes can create less food costs. If managing by menu, what does the food specification say about product quality? Would a less expensive cut of meat make the same entree, in terms of quality? Are the standards and decisions in the best interest of the guest and the restaurant?

Keeping metrics reasonable, attainable, honest, and transparent allows everyone on the team to work towards a great price and quality combination that produces value, a value that is driven by understanding guest behavior and preferences and booking trends. Additionally, there are also opportunities for integrating hotel operations, from room bookings to guest services. Metrics can also support marketing decisions and the creation of decision-making tools for targeted campaigns, promotions, and loyalty programs.

The argument is that by tracking your metrics, you will dramatically improve your business results. In general, a framework for your KPI and or metric goals should focus on:

  • big priorities
  • measurement methods
  • specific targets or standards
  • accurate data
  • appropriate analysis techniques
  • operational activities reports that incorporate online review scores that includes customer feedback forms/surveys, social media.

What Do You Want to Measure?

Plan your metrics and or KPI program. Define what is being measured for your operation and focus on key targets. The question is, are you using all your data? Was it collected effectively and efficiently? More is not always better; it is sometimes just more. If you are not operationally efficient, what can you measure? How precisely can you measure it and get results that will help you make effective and efficient decisions? Operationally, what efficiencies for energy, water, health and safety, control of room costs, and labor costs can be implemented?

In a marketing focus, looking at campaign data, guest satisfaction scores, and relevant social media?. If you don’t analyze the data you have, then what is the point? For marketing, remember the end goal is likely to be effective and efficient in all its efforts and ultimately increase your hotel’s image, brand, and social media presence.

Hospitality Metrics

Key performance indicators, or KPIs, are quantifiable metrics used to evaluate a company’s financial and operational effectiveness. Hospitality metrics can help companies identify trends, spot inefficiencies, maximize revenue and stay ahead of the competition. KPIs are metrics that business executives and managers, analysts, lenders, investors, and other interested parties use to gauge a company’s financial health, operational efficiency, and success. By tracking and analyzing KPIs, organizations are able to quantify their performance and gain data-driven insights that help them make better-informed decisions, boost productivity, reduce costs, increase profitability, and improve customer service. How you measure your success depends on what targets are set.

Hospitality KPIs are focused on the unique features and goals of the hospitality industry, such as the average cost, revenue, and profit of an occupied hotel room. For example, by regularly monitoring KPIs, hospitality businesses can optimize what’s working, identify areas in need of improvement and benchmark their performance against that of competitors. Modern businesses also leverage advanced technologies and integrated platforms to track, analyze and report KPIs in real-time, empowering them to strategically adapt to changing market conditions and evolving customer expectations.

KPIs can measure efficiency, productivity, and customer loyalty. Decision-makers use these findings to better understand demand patterns, decide resource allocation, schedule staff, and develop marketing campaigns. I constantly tell my students to return to the original equations: occupied room nights / available room nights = occupancy percentage, ADR = room revenues / occupied room nights. These are direct measures of the number of rooms sold over a period of time and, on average, what the rate was charged. You also use metrics to create other metrics, REVPAR= Room Revenues / Rooms available. or Occupancy % X ADR.

Additional metrics assembled from multiple sources might include:

  • Average Length of Stay (ALOS)= Total occupied room nights / Number of bookings.
  • Cost Per Occupied Room (CPOR) = Total costs of room operations / Number of rooms sold.
  • Gross Operating Profit Per Available Room (GOPPAR) = Gross operating profit / Total number of available room nights
  • Total Revenue Per Available Room (TRevPAR) = Total net revenue / Number of available rooms
  • Transient Segment Mix
  • Group Mix (revenue) = Group revenue / Total revenue x 100
  • Loyalty Mix (bookings) = Loyalty program bookings / Total bookings x 100
  • Channel Mix (bookings) = Bookings from channel / Total bookings x 100

The number of metrics and KPIs appears to be unlimited. Included here are more metrics that are discussed throughout the lodging periodicals and journals . Listed here by category:

Guest Satisfaction:

  • Net Promoter Score (NPS) and online reviews, gauge guest experiences and areas of improvement.
  • Cost per acquisition (CPA) helps in understanding the cost involved in acquiring a customer, essential for budgeting and marketing strategies.
  • Distribution channel performance is vital to know which channels (like OTAs and direct bookings) are most profitable.
  • Demographic segmentation -- grouping by age, gender, ethnicity, occupation, income, religion, etc.;
  • Psychographic segmentation -- grouping by lifestyle, interests, values, etc.
  • Geographic segmentation -- grouping by geographic location, city vs rural origin, etc.
  • Behavioral segmentation -- grouping based on the previous customer behavior.

Revenue Metrics:

  • TrevPEC - Total revenue per client
  • NRevPAR - Net revenue per available room considers the expenses incurred by you in order to fill your rooms
  • RevPOR - Revenue per occupied room. Also, by department e.g., food and beverage
  • ReRTI - RevPAR Room Type Index
  • RevPAM - Revenue per available mete r or in the U.S. per square foot.
  • Sales volume o Daily sales o Sales per employee

Profit metrics:

  • GOP - Gross operating profit is simply a calculation of your profits after acquisition costs have been deducted
  • NOI - Slightly different to GOP, Net operating income calculates your income after operating expenses have been deducted but before interest and taxes have been applied
  • CPOR - Cost per occupied room lets you identify the average cost per occupied room to give you an idea of how healthy your cost of acquisition is. How much are you spending to secure a booking?

Operations:

  • MPI - Market penetration index.
  • ARI - Average rate index for rates instead of your occupancy. Divide your ADR by the competitive market’s ADR
  • Cost of Goods Sold (COGS)
    • Cost per customer
    • Reduce and properly dispose of food waste (Sustainability Factors)
    • Inventory turnover rates

Marketing:

  • MCPB (marketing cost per booking)
  • Sentiment score on TripAdvisor
  • DRR (direct revenue ratio): This metric measures the percentage of online revenue coming in directly vs expensive third-party channels.
  • Website conversion rate: This calculates the number of unique website visitors that convert into bookings.
  • Segmentation: Group, Business, Tourist and Leisure, etc.
  • Labor costs
  • Employee effectiveness
    • Employee hours: ensure you allocate the right number of hours to each task.
    • Thoughtful staff scheduling: plan employee schedules carefully to match demand.
    • High employee satisfaction: a content and motivated team tends to perform better. Their satisfaction levels also influence staff turnover.
  • Employee turnover rate. A Sample: Advanced Metrics Hoteliers Should Track
  • Guest Acquisition Cost (GAC) measures the cost of acquiring new guests.
  • Repeat Business Rate indicates the percentage of guests who return to the hotel.
  • Net Promoter Score (NPS) measures customer loyalty and satisfaction.
  • Cost Per Available Room (CPAR) measures the total cost of operating a hotel per available room.
  • Customer Lifetime Value (CLTV) estimates the total revenue a customer will generate.
  • Social Media Engagement Rate measures the level of interaction with a hotel’s social media content.
  • Online Reputation Score reflects a hotel’s overall online reputation.

Labor Cost Percentage(s)

  • Demand forecasting accuracy
  • Labor Staffing Guides per department
  • Monitor overtime for all
  • Housekeeping- the largest department per number of employees. Streamline Room Assignments: Group room assignments by location to reduce time spent moving between rooms.

Monitor Energy Usage: Think about sustainability

Monitor Water Usage: Think Sustainability

Plus other metrics to consider.

  • Bounce rate that shows the percentage of visitors who leave your website quickly without doing anything.
  • CTR or click-through rate is the percentage of users who actually clicked on your link after seeing it in the search results or an online ad.
  • New visitors vs returning visitors shows the ratio of first-time visitors and the ones that have already visited before.
  • Conversion rate is the most important measurement of success as it shows the share of people that actually made a booking through your site.
  • Time on site or Average session duration is how much time visitors spend on your website.
  • Link sharing when the link to your website is shared on social media, blogpost, or other sites, is the ultimate stage of engagement and is a sign that you’re doing a good job!

Why metrics? Because not only is the old saying “If you can’t measure it, you can’t improve it” true, but visibility into your metrics allows you to identify WHERE you can make the easiest and most impactful improvements. By tracking your metrics, you will dramatically improve your business results. The old saying is “ABCD” Always be collecting data! There is a reason for that. Data can drive decision direction and provide the justifications needed for decisions made. If the use of data across the board in all departments seems daunting, then start the KPI and metric management programs in smaller and specific content chunks. A little bit at a time and then more as you hone your sophistication with metric management.

Teaching & Training with Metrics for Decision Making

I have previously noted some of the projects in which our students are engaged. This past fall, they worked extensively on hotel feasibility studies that examined the supply and demand for lodging in a rural locations/destination. That destination is looking to have a commercial room supply to support their area tourism and keep tourism dollars spent in their county. We have generally labeled these efforts as “regional transformation.” The implication is that a lodging development could be a catalyst for business. The student projects are hospitality data and metric-driven.

To help illustrate their metric education, a couple of sample graphs utilized in this process are shared below. These graphs detail multiple metrics that were researched, analyzed, and applied in teaching scenarios and in the student preparation and delivery of their feasibility study projects. The intent is to enhance student decision-making skills and enable them to enhance their familiarization with data analysis to create metrics and set standard KPIs. These skills help prepare students and soon-to-be graduates to transition into the hospitality leadership workforce.

For example, below is a Competitive Set typically selected by student groups based on a destination market and land identified as zoned for commercial development. This example includes five competitors and the number of available rooms, the days open to express available room nights on an annual basis, occupancy percentage, average daily rate, calculated room revenues, REVPAR, and market segment mix for commercial, group and tourist segments. For the student groups, they are charged with selecting the competitors based on a set of criteria, and then research the occupancy percentage and other figures both by online search and interviews.

When the table is completed for each hotel, market totals are then created for the same metrics. These totals are often weighted averages as they are weighted by the number of rooms in each competitive hotel and the number of days they are open. Also, when the totals are complete, the indices for each metric are calculated, illustrating how each hotel is performing in relationship to the market as a whole. In this example, the metrics researched and assembled include the number of rooms, daily and annually, occupancy percentage, average daily rate, and mix of segment demand (Commercial, Group and Tourist). Metrics that are calculated also include all market totals and indexes.

Students are made aware that the competitive set table provides the base of supply and demand for the feasibility project. This emphasizes the importance of selecting a comp set and researching the data shared by operators and sales personnel. Another key item to note is that all the analysis is connected, and a change in the first table will impact future analysis on this project. A student’s metric adventure is off and running.

Competitive Set

Example 2: Forecast Penetration

Also, further into the feasibility analysis process, students assemble a Forecast Penetration table, as displayed below.

At this juncture, students have estimated growth rates and forecasted annual demand through the first five years of operation for a proposed hotel. On the table below, the table is assembled starting with the years of operation and the fair share of supply, noting that room supply from the Comp Set is brought forward and adjusted to add the newly proposed hotel. The example below is for a new 50-room property. Fair share of supply is calculated to be 10.2 percent, indicating the number of rooms the new hotel represents in the market.

Then the table is populated with the room night demand for each year in each segment. The key for the student researchers is to estimate the penetration rate for the new hotel in each segment in each year. This requires knowledge of market performance, a comparison of each hotel in the market and identifying who the leaders are in the market in each segment. The analysis integrates historical penetration data and estimates of the competitiveness of the proposed hotel versus the market.

For example, in the commercial segment penetration rate is 110 percent in year one and climbs to 125 percent in year five, illustrating a strong and aggressive business segment for the hotel. Also noted is the market share for each segment to compare with the segment percentages for the new hotel (mix of demand). Finally, based on the total demand captured and total market demand, market occupancy and new hotel occupancy are forecasted. Additionally, the occupancy indices are calculated to compare hotel performance with the market.

Additionally, some studies are inclusive of other revenue streams and segments that are, in some cases, atypical. One course project was set in a small (14 rooms) rural location and involved the renovation of a historic site that added to the complexity of the project. In addition to a small number of rooms, students created and recommended other revenue streams that included rental, retail, and camping.

The point here is that students become metric literate and also begin to think about justifications for their decisions, as well as what other data, KPIs and metrics they can create, find and use. There is obviously more to a feasibility study that engages the students and enhances their analytical skills.

Going Forward

Performance is paramount in the hospitality industry, and whether measuring success against yourself, the competition or a specific segment of the market, the process involves foundational historical metrics. STR Global states that benchmarking is the foundation of any decision making. The focus on historical data centers you to what is working and where opportunities exist. Hotel benchmarking involves three key top-line performance metrics: occupancy, average daily rate (ADR) and revenue per available room (RevPAR).

STR Global shares some examples of the use and application of this process.

  • General managers use day-of-week splits to gain a holistic view of the market.
  • General managers and individual owners work with their revenue managers to set a strategy for segmentation and rate mix.
  • Revenue managers inform their pricing approach based on historical occupancy and competitive market trends.
  • Ownership representatives assess the competitiveness of their portfolio.
  • Finance departments track daily/weekly/monthly changes in performance across all KPIs and their relative impact to profitability.
  • Portfolio representatives evaluate property success, combine historical metrics with forward-looking to approve property pricing strategies, set property budget targets, and measure portfolio competitiveness.
  • Marketing teams build and adjust promotional campaigns.

This article has shared a variety of metrics for use in decision making and the following link -- 40 Essential Hotel Metrics to Monitor for Success -- lists some of these and more.

Data is everywhere and managers, leaders and owners of hospitality operations will benefit from utilizing metrics and all KPIs. A process recommendation is to plan your metric and KPI program, decide what you will measure, set standards and measurement methods, and decide the array of metrics (research) that will be optimally useful to a lodging or hospitality operation.

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By contacting HotelExecutive and complaining of an alleged violation, you agree that the substance of your complaint shall constitute a representation made under the pains and penalties of perjury pursuant to the laws of the State of California. In addition, you agree, at your own expense, to defend and indemnify HotelExecutive and hold HotelExecutive harmless against all claims which may be asserted against HotelExecutive, and all losses incurred, as a result of your complaint and/or our response to it.

D. Waiver of Claims and Remedies

We expect all users of our Site to take responsibility for their own actions and cannot and do not assume liability for any acts of third parties which take place at our Site. By utilizing the Good Samaritan procedures set forth herein, you waive any and all claims or remedies which you might otherwise be able to assert against hotelexecutive under any theory of law (including, but not limited to, intellectual property laws) that arise out of or relate in any way to the content at hotelexecutive or our response, or failure to respond, to a complaint.

E. Investigation/Liability Limitation

You agree that we have the right, but not the obligation, to investigate any complaint received. By reserving this right, we do not undertake any responsibility in fact to investigate complaints or to remove, edit, disable or restrict access to or the availability of Content. We will not act on complaints that we believe, in our sole discretion, to be deficient, incomplete, or otherwise questionable. If you believe that Content remains on HotelExecutive which violates your rights, Your sole and exclusive remedy shall be against the user or other party responsible for said content, not against HotelExecutive. your sole and exclusive remedy against HotelExecutive shall be to terminate your use of HotelExecutive and service.

Digital Millennium Copyright Act Compliance. As set forth in Subsection (b), you must contact our agent if you believe that a work protected by a U.S. Copyright which you own has been posted on our Site without authorization or that our Site, in some material way, contributes to its infringement. It is our policy in appropriate circumstances, if possible, to terminate the access rights of repeat infringers and other users who use HotelExecutive in an inappropriate or objectionable manner.

9. COOPERATION WITH LAW ENFORCEMENT

HotelExecutive reserves the right to fully cooperate with any law enforcement authorities or court order requesting or directing HotelExecutive to disclose the identity or other information regarding any user or member alleged by any governmental entity to be using HotelExecutive or any Content or materials available in, at, through or in association with HotelExecutive in violation of any law or regulation, or in violation of this Agreement, including, without limitation, the posting of e-mail messages, or publishing or otherwise making available any such materials. By accepting this agreement you waive and hold harmless HotelExecutive from any claims resulting from any action by HotelExecutive during, or as a result of, its investigations, and from any actions taken as a consequence of investigations by either HotelExecutive or law enforcement authorities

10. APPLICABLE LAWS, VENUE, JURISDICTION & MANDATORY ARBITRATION

If any provision(s) of this Agreement is held by a court of competent jurisdiction to be contrary to law, then such provision(s) shall be construed, as nearly as possible, to reflect the intentions of the parties with the other provisions remaining in full force and effect. HotelExecutive's failure to exercise or enforce any right or provision of this Agreement shall not constitute a waiver of such right or provision unless acknowledged and agreed to by HotelExecutive in writing. The section titles in this Agreement are solely used for the convenience of the parties and have no legal or contractual significance. This Agreement may be assigned in whole or in part by HotelExecutive. This Agreement may not be assigned in any manner by you without the express, prior written permission of HotelExecutive.

Any and all disputes or controversies of any kind, including but not limited to any performance, duty, obligation or liability arising under or related to this Agreement which are not first resolved informally, shall be determined by binding arbitration in San Francisco, California, in accordance with the rules of the American Arbitration Association. The final award in any such arbitration proceeding shall be subject to entry as a judgment by any court or competent jurisdiction, provided that such judgment does not conflict with the terms and provisions hereof. The jurisdiction of the arbiter (or arbiters) with respect to legal matters shall be limited only by the statutory and common law of the State of California and the United States.

Notwithstanding the foregoing, any and all disputes, which the parties cannot informally resolve, regarding the scope of issues or matter with the jurisdiction of the arbitrator, shall be resolved by a separate dispute resolution process whereby HotelExecutive, in its sole discretion shall elect the dispute to be resolved by either (1) a court of competent jurisdiction in the State of California or (2) a panel of three new arbitrators.

This Agreement shall be governed by and construed in accordance with the laws of the State of California notwithstanding any conflict of laws provisions. You and HotelExecutive agree that the venue for all legal disputes, controversies, actions of any kind arising under or related to this Agreement shall be San Francisco, California. You and HotelExecutive further agree that in case of any litigation regarding this Agreement, you irrevocably and unconditionally (i) consent to submit to the exclusive jurisdiction of the state and federal courts in the County of San Francisco, California for any litigation or dispute arising out of or relating to this Agreement, (ii) agree not to commence any litigation arising out of or relating to this Agreement except in the California Courts, (iii) agree not to plead or claim that such litigation brought therein has been brought in an inconvenient forum, and (iv) agree the California Courts represent the exclusive jurisdiction for all litigation relating to this Agreement.

11. MEMBERSHIP FEES

Hotel Business Review Subscriptions

If you choose to purchase a subscription, member subscription payments can be made in U.S. Dollars, as well as a variety of international currencies. Membership terms are Annual Recurring, and Monthly Recurring. The Annual Recurring subscription is an annual commitment and subscribers will be charged each consecutive billing cycle. Annual Recurring subscriptions can be cancelled after the first billing cycle and within 30-days of the billing date for a full refund. Monthly Recurring subscriptions are ongoing and subscribers will be charged each consecutive monthly billing cycle. Monthly Recurring subscriptions can be cancelled after the first month and within 7 days of the monthly billing cycle for a full refund.

12. PAYMENT AUTHORIZATION

Payment for the services provided to you in, at, through or in association with HotelExecutive may be made by automatic credit card, debit card, direct debit, bankwire or Paypal and other approved payment means offered in, at, through or in association with HotelExecutive, and you hereby authorize HotelExecutive and its agents to transact such payments on your behalf.

You hereby authorize HotelExecutive's Internet Payment Service Provider to charge your credit card to pay for your membership to HotelExecutive. You further authorize HotelExecutive's Internet Payment Service Provider to charge your credit card for any and all purchases of products, services in association with HotelExecutive. You agree to be personally liable for all charges incurred by you in association with your access or other use of any content provided by HotelExecutive or any third party in association with HotelExecutive. You acknowledge and agree that your liability for all such charges shall continue after termination of your access or any type of membership arrangement with HotelExecutive.

In the event that you have chosen to have your membership automatically rebilled, unless and until you notify HotelExecutive that you wish to cancel or terminate your membership to HotelExecutive, you hereby agree and authorize HotelExecutive's Internet Payment Service Provider to automatically renew your membership to HotelExecutive on a continuing basis and to charge your credit card (or other payment means you have selected) to pay for the ongoing cost of your membership. You hereby further authorize HotelExecutive's Internet Payment Service Provider to charge your credit card (or other approved payment means you have selected) for any and all purchases of products, services and entertainment provided to in, at, through or in association with HotelExecutive.

13. PRIVACY POLICY

The following is the Privacy Policy for HotelExecutive

We can be reached via telephone, email, or online at our contact page. When you visit our site we do not log any information regarding your domain or email address. Information Sharing: We do not share user information with any third parties other than via press release distribution as described below.

Hotel Newswire is a newswire service that distributes press releases on behalf of our users. If you decide to submit a press release for distribution through our system we will transmit your entire press release including any personal information therein contained to our media contacts and online distribution points including search engines. This is the only redistribution of your information that we engage in. Your submission of press releases through our system indicates consent with this policy. The information we collect during your registration process is used to notify users about updates to our service and inform users of any special events hosted by Hotel Newswire. This information is not shared with other organizations for commercial or non-commercial purposes.

Cookies: Our system requires the use of cookies to enable the user to log back into our website to access information from the newswire, without having to log in each time using the required username and password.

If you do not want to receive email from us in the future, please let us know by following instructions included in our communication with you. Users who supply us with telephone numbers online may receive telephone contact from us regarding their account, or informing them of new products and services available on the HotelExecutive website. If you do not wish to receive such telephone calls, please edit your account and remove your phone number from your account profile. This can be done from your user account menu.

Ad Servers: We do not partner with or have any relationship with any ad server companies. From time to time, we may use customer information for new uses not previously disclosed in our privacy notice. If our information practices change at any time, we will post the policy changes to our website to notify you of these changes and provide you with the ability to opt out of these new uses. If you are concerned about how your information is used, you should check back at our website periodically.

Upon request we provide site visitors with access to all information (including proprietary information) that we maintain about them. Users can access this information by logging in to their account.

Security: We always use industry-standard encryption technologies while transferring and receiving user data exchanged with our site. We have appropriate security measures in place in our physical facilities to protect against the loss, misuse, or alteration of information that we have collected from you on our site. We do not store credit card information in our systems.

If you feel that this site is not following its stated information policy, you may contact us.

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